-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathdata_validation_report.txt
More file actions
84 lines (77 loc) · 10.3 KB
/
data_validation_report.txt
File metadata and controls
84 lines (77 loc) · 10.3 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
================================================================================
ОТЧЕТ ПО ВАЛИДАЦИИ ДАННЫХ
================================================================================
Дата анализа: 2025-12-26 13:56:25
Количество наблюдений: 247
Количество признаков: 97
Период данных: 2005-01-31 00:00:00 - 2025-07-31 00:00:00
================================================================================
1. АНАЛИЗ ПРОПУСКОВ
================================================================================
Колонки с пропусками (>0%):
Missing Count Missing % Non-Missing Data Type
Russia: Average Producer Price: Energy: Period End: Gasoline [s25] 52 21.05 195 float64
Russia: Average Producer Price: Energy: Period End: Natural Gas [s27] 52 21.05 195 float64
Russia: Average Producer Price: Energy: Period End: Diesel Fuel [s26] 52 21.05 195 float64
Russia: Average Producer Price: Energy: Period End: Crude Oil [s24] 52 21.05 195 float64
Russia: Export Amount: Petroleum Products: Gasoline [G2028336] 40 16.19 207 float64
Russia: Export Amount: Petroleum Products: Diesel Fuel [G2028337] 40 16.19 207 float64
Russia: Export Share: Petroleum Products: Crude Oil [G2028343] 40 16.19 207 float64
Russia: Banking Deposits: RUB [G2033019] 39 15.79 208 float64
Russia: Quantity of Mining and Quarrying: Oil & Gas: Crude Oil Incl Gas Condensate [G2044031] 26 10.53 221 float64
Russia: CPI: All Goods and Services [G2026184] 14 5.67 233 float64
Russia: CPI: All Product [G2026186] 14 5.67 233 float64
Russia: Core CPI [G2026185] 14 5.67 233 float64
Russia: Industrial Production Index: SA [G2002002] 12 4.86 235 float64
Russia: Credit Institutions: Total Assets [G2033335] 8 3.24 239 float64
Russia: Credit Institutions: Own Capital Funds [G2033351] 8 3.24 239 float64
Russia: Cash in Circulation (Including Cash in Vaults of Credit Institutions) [G2033014] 3 1.21 244 float64
================================================================================
2. АНАЛИЗ ВЫБРОСОВ
================================================================================
Топ-20 колонок по количеству выбросов (IQR метод):
Column IQR_Outliers IQR_Outliers_% Zscore_Outliers Zscore_Outliers_% Min Max Mean Std
52 Russia: Short Term Deposit Rate: Credit Institutions Avg: RUB: Households [G2036001] 28 11.34 10 4.05 3.16 21.370 6.737045 3.777057
51 Russia: Balance (Profit less Loss): Big & Medium Enterprises (BM): YTD [G2037885]__1 23 9.31 6 2.43 -184.40 33306.300 6689.631174 6908.503391
16 Russia: Balance (Profit less Loss): Big & Medium Enterprises (BM): YTD [G2037885] 23 9.31 6 2.43 -184.40 33306.300 6689.631174 6908.503391
37 Russia: Industrial Production: Mfg: Machinery & Equipment [G2002215] 20 8.10 2 0.81 24.10 438.200 107.578138 57.931938
91 silver 18 7.29 5 2.02 5.70 127.030 36.100850 25.486181
92 platinum 16 6.48 5 2.02 688.27 4274.950 1795.912024 693.090577
53 Russia: Interbank Rate (MIACR): Moscow Market Avg: Actual: 1 Day [G2036015] 16 6.48 2 0.81 0.92 21.330 7.647045 4.499996
90 gold 16 6.48 5 2.02 376.11 10369.030 2696.475263 2238.497891
96 KeyRate 15 6.07 0 0.00 4.25 21.000 9.979757 3.721244
27 Russia: Industrial Production Index: YoY [G0006919]__1 13 5.26 9 3.64 -18.23 13.100 2.792591 5.066132
2 Russia: Industrial Production Index: YoY [G0006919] 13 5.26 9 3.64 -18.23 13.100 2.792591 5.066132
11 Russia: Entrepreneur Confidence Indicator: Manufacturing (Mfg) [G2046004] 13 5.26 2 0.81 -20.00 7.000 -2.356275 4.985608
21 Russia: M2: YoY [G0006927] 13 5.26 1 0.40 -10.73 60.170 19.007126 13.558222
70 Russia: M2: YoY [G0006927]__1 13 5.26 1 0.40 -10.73 60.170 19.007126 13.558222
89 Russia: Industrial Production Index (IPI) [G2002091] 12 4.86 8 3.24 83.10 113.100 102.494737 4.823951
86 Russia: Fiscal Deficit or Surplus: YTD [G0006926] 12 4.86 1 0.40 -4878.70 3442.700 44.152127 1443.900000
69 Russia: Money Supply: M2: Non Cash Funds [G2033001] 12 4.86 0 0.00 2754.70 103098.295 31672.517607 25131.723700
85 Russia: Total Fiscal Expenditure: YTD [G0006925] 11 4.45 5 2.02 218.00 40180.800 8189.924957 7036.574880
35 Russia: Industrial Production: Mfg: Chemicals & Chemical Products [G2002211] 11 4.45 0 0.00 44.70 631.200 232.888664 153.921996
87 Russia: Construction Works Value [G2010001] 9 3.64 3 1.21 78.90 2490.100 633.170445 409.902980
================================================================================
3. ПЕРИОДЫ ОТСУТСТВИЯ ДАННЫХ
================================================================================
Column Num_Gaps Max_Gap_Days Max_Gap_Start Max_Gap_End
0 Russia: Average Producer Price: Energy: Period End: Crude Oil [s24] 1 1553 2021-04-30 2025-07-31
1 Russia: Average Producer Price: Energy: Period End: Gasoline [s25] 1 1553 2021-04-30 2025-07-31
2 Russia: Average Producer Price: Energy: Period End: Diesel Fuel [s26] 1 1553 2021-04-30 2025-07-31
3 Russia: Average Producer Price: Energy: Period End: Natural Gas [s27] 1 1553 2021-04-30 2025-07-31
4 Russia: CPI: All Goods and Services [G2026184] 1 428 2023-11-30 2025-01-31
5 Russia: Core CPI [G2026185] 1 428 2023-11-30 2025-01-31
6 Russia: CPI: All Product [G2026186] 1 428 2023-11-30 2025-01-31
7 Russia: Banking Deposits: RUB [G2033019] 1 1157 2022-05-31 2025-07-31
8 Russia: Quantity of Mining and Quarrying: Oil & Gas: Crude Oil Incl Gas Condensate [G2044031] 1 762 2023-06-30 2025-07-31
9 Russia: Credit Institutions: Total Assets [G2033335] 1 245 2022-05-31 2023-01-31
10 Russia: Credit Institutions: Own Capital Funds [G2033351] 1 245 2022-05-31 2023-01-31
11 Russia: Cash in Circulation (Including Cash in Vaults of Credit Institutions) [G2033014] 1 61 2025-05-31 2025-07-31
12 Russia: Export Amount: Petroleum Products: Gasoline [G2028336] 1 1188 2022-04-30 2025-07-31
13 Russia: Export Amount: Petroleum Products: Diesel Fuel [G2028337] 1 1188 2022-04-30 2025-07-31
14 Russia: Export Share: Petroleum Products: Crude Oil [G2028343] 1 1188 2022-04-30 2025-07-31
15 Russia: Industrial Production Index: SA [G2002002] 1 365 2005-01-31 2006-01-31
================================================================================
4. ТИПЫ ДАННЫХ
================================================================================
float64 97